Profiling Report

Dataset statistics

Number of variables	27
Number of observations	575
Missing cells	89
Missing cells (%)	0.6%
Duplicate rows	20
Duplicate rows (%)	3.5%
Total size in memory	121.4 KiB
Average record size in memory	216.2 B

Variable types

Categorical	11
Numeric	12
Text	4

Alerts

`artist_id` has constant value ""	Constant
`artist_name` has constant value ""	Constant
`artist_popularity` has constant value ""	Constant
Dataset has 20 (3.5%) duplicate rows	Duplicates
`disc_number` is highly imbalanced (80.8%)	Imbalance
`explicit` is highly imbalanced (73.1%)	Imbalance
`audio_features.mode` is highly imbalanced (56.8%)	Imbalance
`audio_features.time_signature` is highly imbalanced (83.6%)	Imbalance
`track_id` has 8 (1.4%) missing values	Missing
`track_name` has 7 (1.2%) missing values	Missing
`album_name` has 62 (10.8%) missing values	Missing
`audio_features.key` has 111 (19.3%) zeros	Zeros

Reproduction

Analysis started	2024-01-08 01:36:02.022781
Analysis finished	2024-01-08 01:36:37.576972
Duration	35.55 seconds
Software version	ydata-profiling vv4.6.3
Download configuration	config.json

disc_number
Categorical

IMBALANCE

Distinct	2
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	4.6 KiB

1	558
2	17

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	575
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	1
3rd row	1
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
1	558	97.0%
2	17	3.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	558	97.0%
2	17	3.0%

Most occurring characters

Value	Count	Frequency (%)
1	558	97.0%
2	17	3.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	575	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	558	97.0%
2	17	3.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	575	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	558	97.0%
2	17	3.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	575	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	558	97.0%
2	17	3.0%

duration_ms
Real number (ℝ)

Distinct	364
Distinct (%)	63.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	234136.99

Minimum	-223093
Maximum	613026
Zeros	0
Zeros (%)	0.0%
Negative	2
Negative (%)	0.3%
Memory size	4.6 KiB

Quantile statistics

Minimum	-223093
5-th percentile	173290
Q1	207440
median	231706
Q3	256741.5
95-th percentile	313018.7
Maximum	613026
Range	836119
Interquartile range (IQR)	49301.5

Descriptive statistics

Standard deviation	54527.343
Coefficient of variation (CV)	0.23288649
Kurtosis	16.279153
Mean	234136.99
Median Absolute Deviation (MAD)	24418
Skewness	-0.7768524
Sum	1.3462877 × 10⁸
Variance	2.9732311 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
231000	6	1.0%
212600	5	0.9%
235800	5	0.9%
247533	5	0.9%
190240	4	0.7%
150440	4	0.7%
193000	4	0.7%
223293	4	0.7%
171360	4	0.7%
200306	4	0.7%
Other values (354)	530	92.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-223093	1	0.2%
-107133	1	0.2%
10	1	0.2%
1000	1	0.2%
3000	1	0.2%
83253	1	0.2%
131186	1	0.2%
146436	2	0.3%
148781	2	0.3%
150440	4	0.7%

Value	Count	Frequency (%)
613026	1	0.2%
405906	1	0.2%
404680	1	0.2%
403933	1	0.2%
403887	1	0.2%
389213	1	0.2%
376466	1	0.2%
369120	1	0.2%
369066	1	0.2%
367146	2	0.3%

explicit
Categorical

IMBALANCE

Distinct	4
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Memory size	4.6 KiB

False	515
True	54
No	5
Si	1

Length

Max length	5
Median length	5
Mean length	4.8747826
Min length	2

Characters and Unicode

Total characters	2803
Distinct characters	12
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	0.2%

Sample

1st row	False
2nd row	False
3rd row	False
4th row	False
5th row	False

Common Values

Value	Count	Frequency (%)
False	515	89.6%
True	54	9.4%
No	5	0.9%
Si	1	0.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
false	515	89.6%
true	54	9.4%
no	5	0.9%
si	1	0.2%

Most occurring characters

Value	Count	Frequency (%)
e	569	20.3%
F	515	18.4%
a	515	18.4%
l	515	18.4%
s	515	18.4%
T	54	1.9%
r	54	1.9%
u	54	1.9%
N	5	0.2%
o	5	0.2%
Other values (2)	2	0.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	2228	79.5%
Uppercase Letter	575	20.5%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	569	25.5%
a	515	23.1%
l	515	23.1%
s	515	23.1%
r	54	2.4%
u	54	2.4%
o	5	0.2%
i	1	< 0.1%

Uppercase Letter

Value	Count	Frequency (%)
F	515	89.6%
T	54	9.4%
N	5	0.9%
S	1	0.2%

Most occurring scripts

Value	Count	Frequency (%)
Latin	2803	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	569	20.3%
F	515	18.4%
a	515	18.4%
l	515	18.4%
s	515	18.4%
T	54	1.9%
r	54	1.9%
u	54	1.9%
N	5	0.2%
o	5	0.2%
Other values (2)	2	0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2803	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	569	20.3%
F	515	18.4%
a	515	18.4%
l	515	18.4%
s	515	18.4%
T	54	1.9%
r	54	1.9%
u	54	1.9%
N	5	0.2%
o	5	0.2%
Other values (2)	2	0.1%

track_number
Real number (ℝ)

Distinct	46
Distinct (%)	8.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11.168696

Minimum	1
Maximum	46
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.6 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	5
median	10
Q3	15
95-th percentile	25
Maximum	46
Range	45
Interquartile range (IQR)	10

Descriptive statistics

Standard deviation	7.8323724
Coefficient of variation (CV)	0.70127906
Kurtosis	2.9862529
Mean	11.168696
Median Absolute Deviation (MAD)	5
Skewness	1.3713022
Sum	6422
Variance	61.346057
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=46)

Value	Count	Frequency (%)
8	31	5.4%
1	30	5.2%
6	30	5.2%
7	30	5.2%
2	30	5.2%
5	30	5.2%
3	30	5.2%
4	30	5.2%
11	29	5.0%
12	29	5.0%
Other values (36)	276	48.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	30	5.2%
2	30	5.2%
3	30	5.2%
4	30	5.2%
5	30	5.2%
6	30	5.2%
7	30	5.2%
8	31	5.4%
9	29	5.0%
10	29	5.0%

Value	Count	Frequency (%)
46	1	0.2%
45	1	0.2%
44	1	0.2%
43	1	0.2%
42	1	0.2%
41	1	0.2%
40	1	0.2%
39	1	0.2%
38	1	0.2%
37	1	0.2%

track_popularity
Real number (ℝ)

Distinct	73
Distinct (%)	12.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	64.113043

Minimum	-92
Maximum	152
Zeros	3
Zeros (%)	0.5%
Negative	6
Negative (%)	1.0%
Memory size	4.6 KiB

Quantile statistics

Minimum	-92
5-th percentile	34
Q1	52.5
median	70
Q3	78
95-th percentile	86
Maximum	152
Range	244
Interquartile range (IQR)	25.5

Descriptive statistics

Standard deviation	22.323237
Coefficient of variation (CV)	0.34818558
Kurtosis	15.572581
Mean	64.113043
Median Absolute Deviation (MAD)	11
Skewness	-2.7643922
Sum	36865
Variance	498.32692
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
72	24	4.2%
70	24	4.2%
82	22	3.8%
80	22	3.8%
78	21	3.7%
77	17	3.0%
76	17	3.0%
68	16	2.8%
71	16	2.8%
74	15	2.6%
Other values (63)	381	66.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-92	1	0.2%
-85	1	0.2%
-75	1	0.2%
-71	1	0.2%
-70	1	0.2%
-69	1	0.2%
0	3	0.5%
30	1	0.2%
31	1	0.2%
32	3	0.5%

Value	Count	Frequency (%)
152	1	0.2%
99	4	0.7%
94	1	0.2%
92	4	0.7%
91	3	0.5%
90	2	0.3%
89	1	0.2%
88	4	0.7%
87	6	1.0%
86	9	1.6%

track_id
Text

MISSING

Distinct	512
Distinct (%)	90.3%
Missing	8
Missing (%)	1.4%
Memory size	4.6 KiB

Length

Max length	22
Median length	22
Mean length	22
Min length	22

Characters and Unicode

Total characters	12474
Distinct characters	62
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	493 ?
Unique (%)	86.9%

Sample

1st row	4WUepByoeqcedHoYhSNHRt
2nd row	0108kcWLnn2HlH2kedi1gn
3rd row	3Vpk1hfMAQme8VJ0SNRSkd
4th row	1OcSfkeCg9hRC2sFKB4IMJ
5th row	2k0ZEeAqzvYMcx9Qt5aClQ

Value	Count	Frequency (%)
43ra71bccxfgd4c8gopiln	4	0.7%
5hqsxkfgbxjzo9ucwd11so	4	0.7%
1dgr1c8crmldpv6mpbimsi	4	0.7%
3phkh7d0lzm2aldutz2x37	4	0.7%
1fzauuvbzlhz1ljax9pty6	4	0.7%
1smiq65isabpto6gpflbym	4	0.7%
2rk4jlnc2tpmze2af99d45	4	0.7%
1symezit3h8uzfibcs3tyi	4	0.7%
6rrnnciqgzexnqk8sq9yv5	4	0.7%
1bxfupkguatgp7am0bbdwr	4	0.7%
Other values (502)	527	92.9%

Most occurring characters

Value	Count	Frequency (%)
4	288	2.3%
2	279	2.2%
1	271	2.2%
0	256	2.1%
5	256	2.1%
3	247	2.0%
7	246	2.0%
6	232	1.9%
9	224	1.8%
c	220	1.8%
Other values (52)	9955	79.8%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	5092	40.8%
Uppercase Letter	4908	39.3%
Decimal Number	2474	19.8%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
c	220	4.3%
k	213	4.2%
y	213	4.2%
m	209	4.1%
q	208	4.1%
x	207	4.1%
d	207	4.1%
w	207	4.1%
g	205	4.0%
z	205	4.0%
Other values (16)	2998	58.9%

Uppercase Letter

Value	Count	Frequency (%)
R	207	4.2%
P	207	4.2%
I	204	4.2%
Y	203	4.1%
U	202	4.1%
V	200	4.1%
A	199	4.1%
Q	198	4.0%
F	198	4.0%
Z	197	4.0%
Other values (16)	2893	58.9%

Decimal Number

Value	Count	Frequency (%)
4	288	11.6%
2	279	11.3%
1	271	11.0%
0	256	10.3%
5	256	10.3%
3	247	10.0%
7	246	9.9%
6	232	9.4%
9	224	9.1%
8	175	7.1%

Most occurring scripts

Value	Count	Frequency (%)
Latin	10000	80.2%
Common	2474	19.8%

Most frequent character per script

Latin

Value	Count	Frequency (%)
c	220	2.2%
k	213	2.1%
y	213	2.1%
m	209	2.1%
q	208	2.1%
x	207	2.1%
d	207	2.1%
w	207	2.1%
R	207	2.1%
P	207	2.1%
Other values (42)	7902	79.0%

Common

Value	Count	Frequency (%)
4	288	11.6%
2	279	11.3%
1	271	11.0%
0	256	10.3%
5	256	10.3%
3	247	10.0%
7	246	9.9%
6	232	9.4%
9	224	9.1%
8	175	7.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	12474	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
4	288	2.3%
2	279	2.2%
1	271	2.2%
0	256	2.1%
5	256	2.1%
3	247	2.0%
7	246	2.0%
6	232	1.9%
9	224	1.8%
c	220	1.8%
Other values (52)	9955	79.8%

track_name
Text

MISSING

Distinct	331
Distinct (%)	58.3%
Missing	7
Missing (%)	1.2%
Memory size	4.6 KiB

Length

Max length	84
Median length	57
Mean length	21.809859
Min length	2

Characters and Unicode

Total characters	12388
Distinct characters	67
Distinct categories	10 ?
Distinct scripts	2 ?
Distinct blocks	2 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	180 ?
Unique (%)	31.7%

Sample

1st row	Welcome To New York (Taylor's Version)
2nd row	Blank Space (Taylor's Version)
3rd row	Style (Taylor's Version)
4th row	Out Of The Woods (Taylor's Version)
5th row	All You Had To Do Was Stay (Taylor's Version)

Value	Count	Frequency (%)
the	129	6.0%
version	127	5.9%
taylor's	79	3.7%
	71	3.3%
you	45	2.1%
taylor’s	42	2.0%
from	39	1.8%
feat	34	1.6%
i	33	1.5%
vault	31	1.4%
Other values (413)	1521	70.7%

Most occurring characters

Value	Count	Frequency (%)
	1583	12.8%
e	1130	9.1%
o	858	6.9%
r	726	5.9%
a	689	5.6%
s	607	4.9%
n	592	4.8%
i	563	4.5%
t	516	4.2%
l	465	3.8%
Other values (57)	4659	37.6%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	8211	66.3%
Uppercase Letter	1761	14.2%
Space Separator	1583	12.8%
Other Punctuation	225	1.8%
Close Punctuation	191	1.5%
Open Punctuation	191	1.5%
Decimal Number	104	0.8%
Dash Punctuation	63	0.5%
Final Punctuation	57	0.5%
Initial Punctuation	2	< 0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	1130	13.8%
o	858	10.4%
r	726	8.8%
a	689	8.4%
s	607	7.4%
n	592	7.2%
i	563	6.9%
t	516	6.3%
l	465	5.7%
h	331	4.0%
Other values (15)	1734	21.1%

Uppercase Letter

Value	Count	Frequency (%)
T	314	17.8%
V	164	9.3%
S	132	7.5%
B	97	5.5%
W	87	4.9%
F	84	4.8%
L	81	4.6%
I	80	4.5%
M	76	4.3%
O	69	3.9%
Other values (14)	577	32.8%

Other Punctuation

Value	Count	Frequency (%)
'	104	46.2%
.	64	28.4%
/	18	8.0%
&	10	4.4%
!	10	4.4%
,	9	4.0%
?	6	2.7%
"	4	1.8%

Decimal Number

Value	Count	Frequency (%)
1	35	33.7%
0	32	30.8%
2	29	27.9%
8	8	7.7%

Space Separator

Value	Count	Frequency (%)
	1583	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	191	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	191	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	63	100.0%

Final Punctuation

Value	Count	Frequency (%)
’	57	100.0%

Initial Punctuation

Value	Count	Frequency (%)
‘	2	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	9972	80.5%
Common	2416	19.5%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	1130	11.3%
o	858	8.6%
r	726	7.3%
a	689	6.9%
s	607	6.1%
n	592	5.9%
i	563	5.6%
t	516	5.2%
l	465	4.7%
h	331	3.3%
Other values (39)	3495	35.0%

Common

Value	Count	Frequency (%)
	1583	65.5%
)	191	7.9%
(	191	7.9%
'	104	4.3%
.	64	2.6%
-	63	2.6%
’	57	2.4%
1	35	1.4%
0	32	1.3%
2	29	1.2%
Other values (8)	67	2.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	12329	99.5%
Punctuation	59	0.5%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	1583	12.8%
e	1130	9.2%
o	858	7.0%
r	726	5.9%
a	689	5.6%
s	607	4.9%
n	592	4.8%
i	563	4.6%
t	516	4.2%
l	465	3.8%
Other values (55)	4600	37.3%

Punctuation

Value	Count	Frequency (%)
’	57	96.6%
‘	2	3.4%

audio_features.danceability
Real number (ℝ)

Distinct	267
Distinct (%)	46.6%
Missing	2
Missing (%)	0.3%
Infinite	0
Infinite (%)	0.0%
Mean	0.59170157

Minimum	0.243
Maximum	0.897
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.6 KiB

Quantile statistics

Minimum	0.243
5-th percentile	0.3614
Q1	0.519
median	0.599
Q3	0.664
95-th percentile	0.7838
Maximum	0.897
Range	0.654
Interquartile range (IQR)	0.145

Descriptive statistics

Standard deviation	0.1212435
Coefficient of variation (CV)	0.2049065
Kurtosis	-0.043867526
Mean	0.59170157
Median Absolute Deviation (MAD)	0.073
Skewness	-0.20934246
Sum	339.045
Variance	0.014699986
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.61	9	1.6%
0.602	9	1.6%
0.359	7	1.2%
0.546	6	1.0%
0.535	6	1.0%
0.553	6	1.0%
0.664	6	1.0%
0.649	6	1.0%
0.575	6	1.0%
0.662	6	1.0%
Other values (257)	506	88.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.243	1	0.2%
0.292	4	0.7%
0.298	1	0.2%
0.31	2	0.3%
0.313	2	0.3%
0.316	2	0.3%
0.317	2	0.3%
0.327	1	0.2%
0.334	1	0.2%
0.335	1	0.2%

Value	Count	Frequency (%)
0.897	4	0.7%
0.87	1	0.2%
0.867	1	0.2%
0.843	3	0.5%
0.828	1	0.2%
0.824	4	0.7%
0.815	1	0.2%
0.811	4	0.7%
0.81	1	0.2%
0.8	3	0.5%

audio_features.energy
Real number (ℝ)

Distinct	348
Distinct (%)	60.7%
Missing	2
Missing (%)	0.3%
Infinite	0
Infinite (%)	0.0%
Mean	0.57131588

Minimum	0.118
Maximum	0.949
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.6 KiB

Quantile statistics

Minimum	0.118
5-th percentile	0.238
Q1	0.435
median	0.589
Q3	0.725
95-th percentile	0.8532
Maximum	0.949
Range	0.831
Interquartile range (IQR)	0.29

Descriptive statistics

Standard deviation	0.19265068
Coefficient of variation (CV)	0.33720518
Kurtosis	-0.77312531
Mean	0.57131588
Median Absolute Deviation (MAD)	0.143
Skewness	-0.2606033
Sum	327.364
Variance	0.037114283
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.747	7	1.2%
0.574	6	1.0%
0.634	6	1.0%
0.488	6	1.0%
0.366	5	0.9%
0.543	5	0.9%
0.777	5	0.9%
0.732	5	0.9%
0.624	5	0.9%
0.658	5	0.9%
Other values (338)	518	90.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.118	1	0.2%
0.128	1	0.2%
0.131	1	0.2%
0.151	1	0.2%
0.155	1	0.2%
0.156	1	0.2%
0.16	1	0.2%
0.161	1	0.2%
0.166	1	0.2%
0.172	1	0.2%

Value	Count	Frequency (%)
0.949	1	0.2%
0.944	2	0.3%
0.934	1	0.2%
0.933	1	0.2%
0.917	2	0.3%
0.915	2	0.3%
0.909	1	0.2%
0.908	1	0.2%
0.902	1	0.2%
0.899	1	0.2%

audio_features.key
Real number (ℝ)

ZEROS

Distinct	12
Distinct (%)	2.1%
Missing	1
Missing (%)	0.2%
Infinite	0
Infinite (%)	0.0%
Mean	4.5714286

Minimum	0
Maximum	11
Zeros	111
Zeros (%)	19.3%
Negative	0
Negative (%)	0.0%
Memory size	4.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	5
Q3	7
95-th percentile	10
Maximum	11
Range	11
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	3.3275442
Coefficient of variation (CV)	0.7279003
Kurtosis	-1.1327608
Mean	4.5714286
Median Absolute Deviation (MAD)	3
Skewness	0.089003933
Sum	2624
Variance	11.07255
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
0	111	19.3%
7	97	16.9%
5	68	11.8%
4	64	11.1%
2	60	10.4%
9	44	7.7%
1	28	4.9%
10	24	4.2%
6	24	4.2%
8	23	4.0%
Other values (2)	31	5.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	111	19.3%
1	28	4.9%
2	60	10.4%
3	13	2.3%
4	64	11.1%
5	68	11.8%
6	24	4.2%
7	97	16.9%
8	23	4.0%
9	44	7.7%

Value	Count	Frequency (%)
11	18	3.1%
10	24	4.2%
9	44	7.7%
8	23	4.0%
7	97	16.9%
6	24	4.2%
5	68	11.8%
4	64	11.1%
3	13	2.3%
2	60	10.4%

audio_features.loudness
Real number (ℝ)

Distinct	448
Distinct (%)	78.2%
Missing	2
Missing (%)	0.3%
Infinite	0
Infinite (%)	0.0%
Mean	-7.5515899

Minimum	-17.932
Maximum	-1.909
Zeros	0
Zeros (%)	0.0%
Negative	573
Negative (%)	99.7%
Memory size	4.6 KiB

Quantile statistics

Minimum	-17.932
5-th percentile	-12.879
Q1	-9.375
median	-7.031
Q3	-5.398
95-th percentile	-3.6296
Maximum	-1.909
Range	16.023
Interquartile range (IQR)	3.977

Descriptive statistics

Standard deviation	2.8949108
Coefficient of variation (CV)	-0.38335117
Kurtosis	0.036394484
Mean	-7.5515899
Median Absolute Deviation (MAD)	1.981
Skewness	-0.60249272
Sum	-4327.061
Variance	8.3805084
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-6.754	4	0.7%
-6.639	4	0.7%
-10.813	4	0.7%
-9.602	4	0.7%
-9.912	4	0.7%
-4.105	4	0.7%
-8.746	4	0.7%
-5.617	4	0.7%
-10.862	4	0.7%
-12.566	4	0.7%
Other values (438)	533	92.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-17.932	1	0.2%
-16.394	1	0.2%
-15.91	1	0.2%
-15.489	1	0.2%
-15.48	1	0.2%
-15.434	1	0.2%
-15.065	1	0.2%
-15.064	1	0.2%
-15.01	2	0.3%
-14.958	1	0.2%

Value	Count	Frequency (%)
-1.909	1	0.2%
-1.953	1	0.2%
-2.098	1	0.2%
-2.347	1	0.2%
-2.608	1	0.2%
-2.622	1	0.2%
-2.641	2	0.3%
-2.846	1	0.2%
-2.871	1	0.2%
-2.881	1	0.2%

audio_features.mode
Categorical

IMBALANCE

Distinct	2
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	4.6 KiB

1	524
0	51

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	575
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	1
3rd row	0
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
1	524	91.1%
0	51	8.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	524	91.1%
0	51	8.9%

Most occurring characters

Value	Count	Frequency (%)
1	524	91.1%
0	51	8.9%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	575	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	524	91.1%
0	51	8.9%

Most occurring scripts

Value	Count	Frequency (%)
Common	575	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	524	91.1%
0	51	8.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	575	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	524	91.1%
0	51	8.9%

audio_features.speechiness
Real number (ℝ)

Distinct	292
Distinct (%)	50.9%
Missing	1
Missing (%)	0.2%
Infinite	0
Infinite (%)	0.0%
Mean	0.060306446

Minimum	0.0231
Maximum	0.912
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.6 KiB

Quantile statistics

Minimum	0.0231
5-th percentile	0.0264
Q1	0.030825
median	0.03905
Q3	0.05725
95-th percentile	0.16435
Maximum	0.912
Range	0.8889
Interquartile range (IQR)	0.026425

Descriptive statistics

Standard deviation	0.076884373
Coefficient of variation (CV)	1.2748948
Kurtosis	48.021452
Mean	0.060306446
Median Absolute Deviation (MAD)	0.01085
Skewness	6.1434797
Sum	34.6159
Variance	0.0059112067
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0401	8	1.4%
0.0275	7	1.2%
0.0308	6	1.0%
0.0264	6	1.0%
0.054	5	0.9%
0.0344	5	0.9%
0.0363	5	0.9%
0.05	5	0.9%
0.0641	5	0.9%
0.0323	5	0.9%
Other values (282)	517	89.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0231	1	0.2%
0.0234	1	0.2%
0.0239	1	0.2%
0.0243	3	0.5%
0.0244	1	0.2%
0.0245	1	0.2%
0.0246	1	0.2%
0.025	1	0.2%
0.0251	1	0.2%
0.0252	1	0.2%

Value	Count	Frequency (%)
0.912	1	0.2%
0.721	1	0.2%
0.589	1	0.2%
0.519	4	0.7%
0.39	1	0.2%
0.364	1	0.2%
0.363	1	0.2%
0.245	2	0.3%
0.239	4	0.7%
0.201	1	0.2%

audio_features.acousticness
Real number (ℝ)

Distinct	401
Distinct (%)	69.9%
Missing	1
Missing (%)	0.2%
Infinite	0
Infinite (%)	0.0%
Mean	0.33755142

Minimum	-0.00354
Maximum	5
Zeros	0
Zeros (%)	0.0%
Negative	2
Negative (%)	0.3%
Memory size	4.6 KiB

Quantile statistics

Minimum	-0.00354
5-th percentile	0.0025085
Q1	0.03485
median	0.163
Q3	0.664
95-th percentile	0.907
Maximum	5
Range	5.00354
Interquartile range (IQR)	0.62915

Descriptive statistics

Standard deviation	0.39238262
Coefficient of variation (CV)	1.1624381
Kurtosis	33.710657
Mean	0.33755142
Median Absolute Deviation (MAD)	0.154775
Skewness	3.4269372
Sum	193.75451
Variance	0.15396412
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.13	7	1.2%
0.298	5	0.9%
0.101	5	0.9%
0.0129	5	0.9%
0.454	4	0.7%
0.117	4	0.7%
0.492	4	0.7%
0.0767	4	0.7%
0.00889	4	0.7%
0.028	4	0.7%
Other values (391)	528	91.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-0.00354	1	0.2%
-0.000537	1	0.2%
0.000184	1	0.2%
0.000191	1	0.2%
0.000197	1	0.2%
0.000315	2	0.3%
0.000328	1	0.2%
0.000418	1	0.2%
0.000421	1	0.2%
0.000443	1	0.2%

Value	Count	Frequency (%)
5	1	0.2%
2	1	0.2%
1.5	1	0.2%
0.971	4	0.7%
0.967	2	0.3%
0.966	1	0.2%
0.964	3	0.5%
0.962	1	0.2%
0.946	1	0.2%
0.942	1	0.2%

audio_features.instrumentalness
Text

Distinct	240
Distinct (%)	41.7%
Missing	0
Missing (%)	0.0%
Memory size	4.6 KiB

Length

Max length	8
Median length	7
Mean length	4.7947826
Min length	1

Characters and Unicode

Total characters	2757
Distinct characters	14
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	179 ?
Unique (%)	31.1%

Sample

1st row	3.66e-05
2nd row	0
3rd row	0.0197
4th row	5.59e-05
5th row	0

Value	Count	Frequency (%)
0	247	43.0%
2.06e-05	6	1.0%
2.03e-06	4	0.7%
1.58e-05	4	0.7%
0.00569	4	0.7%
0.000353	4	0.7%
0.00615	4	0.7%
1.36e-05	4	0.7%
0.000189	4	0.7%
0.000104	4	0.7%
Other values (230)	290	50.4%

Most occurring characters

Value	Count	Frequency (%)
0	924	33.5%
.	327	11.9%
-	200	7.3%
e	199	7.2%
5	184	6.7%
6	180	6.5%
1	179	6.5%
3	117	4.2%
2	116	4.2%
7	96	3.5%
Other values (4)	235	8.5%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	2030	73.6%
Other Punctuation	327	11.9%
Dash Punctuation	200	7.3%
Lowercase Letter	200	7.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	924	45.5%
5	184	9.1%
6	180	8.9%
1	179	8.8%
3	117	5.8%
2	116	5.7%
7	96	4.7%
4	95	4.7%
8	71	3.5%
9	68	3.3%

Lowercase Letter

Value	Count	Frequency (%)
e	199	99.5%
x	1	0.5%

Other Punctuation

Value	Count	Frequency (%)
.	327	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	200	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	2557	92.7%
Latin	200	7.3%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	924	36.1%
.	327	12.8%
-	200	7.8%
5	184	7.2%
6	180	7.0%
1	179	7.0%
3	117	4.6%
2	116	4.5%
7	96	3.8%
4	95	3.7%
Other values (2)	139	5.4%

Latin

Value	Count	Frequency (%)
e	199	99.5%
x	1	0.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2757	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	924	33.5%
.	327	11.9%
-	200	7.3%
e	199	7.2%
5	184	6.7%
6	180	6.5%
1	179	6.5%
3	117	4.2%
2	116	4.2%
7	96	3.5%
Other values (4)	235	8.5%

audio_features.liveness
Real number (ℝ)

Distinct	271
Distinct (%)	47.2%
Missing	1
Missing (%)	0.2%
Infinite	0
Infinite (%)	0.0%
Mean	0.16029268

Minimum	0.0335
Maximum	0.931
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.6 KiB

Quantile statistics

Minimum	0.0335
5-th percentile	0.0663
Q1	0.0948
median	0.115
Q3	0.158
95-th percentile	0.36805
Maximum	0.931
Range	0.8975
Interquartile range (IQR)	0.0632

Descriptive statistics

Standard deviation	0.13849843
Coefficient of variation (CV)	0.86403464
Kurtosis	12.638741
Mean	0.16029268
Median Absolute Deviation (MAD)	0.025
Skewness	3.336118
Sum	92.008
Variance	0.019181815
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.111	14	2.4%
0.108	13	2.3%
0.118	12	2.1%
0.101	11	1.9%
0.106	11	1.9%
0.114	10	1.7%
0.123	10	1.7%
0.105	10	1.7%
0.115	10	1.7%
0.121	8	1.4%
Other values (261)	465	80.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0335	1	0.2%
0.0357	1	0.2%
0.0391	1	0.2%
0.0419	2	0.3%
0.0437	1	0.2%
0.0473	1	0.2%
0.0477	1	0.2%
0.054	1	0.2%
0.0574	1	0.2%
0.0576	1	0.2%

Value	Count	Frequency (%)
0.931	1	0.2%
0.918	1	0.2%
0.889	1	0.2%
0.884	1	0.2%
0.867	1	0.2%
0.865	1	0.2%
0.837	1	0.2%
0.83	1	0.2%
0.815	1	0.2%
0.795	1	0.2%

audio_features.valence
Real number (ℝ)

Distinct	326
Distinct (%)	56.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.40360852

Minimum	0.0374
Maximum	0.943
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.6 KiB

Quantile statistics

Minimum	0.0374
5-th percentile	0.1087
Q1	0.2385
median	0.397
Q3	0.539
95-th percentile	0.7472
Maximum	0.943
Range	0.9056
Interquartile range (IQR)	0.3005

Descriptive statistics

Standard deviation	0.19912425
Coefficient of variation (CV)	0.49335988
Kurtosis	-0.45643106
Mean	0.40360852
Median Absolute Deviation (MAD)	0.148
Skewness	0.3576049
Sum	232.0749
Variance	0.039650468
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.545	9	1.6%
0.399	7	1.2%
0.541	6	1.0%
0.351	6	1.0%
0.714	6	1.0%
0.633	5	0.9%
0.166	5	0.9%
0.472	5	0.9%
0.328	5	0.9%
0.248	5	0.9%
Other values (316)	516	89.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0374	1	0.2%
0.0382	2	0.3%
0.0499	1	0.2%
0.0567	1	0.2%
0.0586	1	0.2%
0.0633	1	0.2%
0.0662	1	0.2%
0.068	1	0.2%
0.0682	1	0.2%
0.0734	1	0.2%

Value	Count	Frequency (%)
0.943	1	0.2%
0.942	1	0.2%
0.928	1	0.2%
0.921	1	0.2%
0.92	2	0.3%
0.917	1	0.2%
0.865	4	0.7%
0.84	2	0.3%
0.838	1	0.2%
0.826	1	0.2%

audio_features.tempo
Real number (ℝ)

Distinct	450
Distinct (%)	78.4%
Missing	1
Missing (%)	0.2%
Infinite	0
Infinite (%)	0.0%
Mean	122.21275

Minimum	68.097
Maximum	208.918
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.6 KiB

Quantile statistics

Minimum	68.097
5-th percentile	79.015
Q1	96.0685
median	118.962
Q3	143.95
95-th percentile	176.28255
Maximum	208.918
Range	140.821
Interquartile range (IQR)	47.8815

Descriptive statistics

Standard deviation	31.119316
Coefficient of variation (CV)	0.25463232
Kurtosis	-0.34852932
Mean	122.21275
Median Absolute Deviation (MAD)	22.967
Skewness	0.50084188
Sum	70150.118
Variance	968.41182
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
70.008	4	0.7%
102.012	4	0.7%
149.983	4	0.7%
92.875	4	0.7%
169.994	4	0.7%
68.534	4	0.7%
124.344	4	0.7%
100.003	4	0.7%
150.088	4	0.7%
103.979	4	0.7%
Other values (440)	534	92.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
68.097	1	0.2%
68.534	4	0.7%
70.008	4	0.7%
71.981	1	0.2%
73.849	1	0.2%
73.942	1	0.2%
74.9	1	0.2%
74.952	2	0.3%
74.957	2	0.3%
75.602	1	0.2%

Value	Count	Frequency (%)
208.918	1	0.2%
207.476	4	0.7%
204.489	1	0.2%
203.959	2	0.3%
203.89	1	0.2%
202.319	1	0.2%
200.391	1	0.2%
200.017	1	0.2%
199.997	1	0.2%
185.972	1	0.2%

audio_features.id
Text

Distinct	519
Distinct (%)	90.3%
Missing	0
Missing (%)	0.0%
Memory size	4.6 KiB

Length

Max length	22
Median length	22
Mean length	22
Min length	22

Characters and Unicode

Total characters	12650
Distinct characters	62
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	499 ?
Unique (%)	86.8%

Sample

1st row	4WUepByoeqcedHoYhSNHRt
2nd row	0108kcWLnn2HlH2kedi1gn
3rd row	3Vpk1hfMAQme8VJ0SNRSkd
4th row	1OcSfkeCg9hRC2sFKB4IMJ
5th row	2k0ZEeAqzvYMcx9Qt5aClQ

Value	Count	Frequency (%)
4y5bvroubdpr5fuwxbibzr	4	0.7%
3phkh7d0lzm2aldutz2x37	4	0.7%
1symezit3h8uzfibcs3tyi	4	0.7%
1fzauuvbzlhz1ljax9pty6	4	0.7%
1smiq65isabpto6gpflbym	4	0.7%
43ra71bccxfgd4c8gopiln	4	0.7%
1bxfupkguatgp7am0bbdwr	4	0.7%
1dgr1c8crmldpv6mpbimsi	4	0.7%
3rauevgrgj1iuwdj9fds70	4	0.7%
6rrnnciqgzexnqk8sq9yv5	4	0.7%
Other values (509)	535	93.0%

Most occurring characters

Value	Count	Frequency (%)
4	291	2.3%
2	284	2.2%
1	277	2.2%
0	264	2.1%
5	260	2.1%
7	252	2.0%
3	252	2.0%
6	234	1.8%
9	225	1.8%
c	221	1.7%
Other values (52)	10090	79.8%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	5160	40.8%
Uppercase Letter	4975	39.3%
Decimal Number	2515	19.9%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
c	221	4.3%
y	216	4.2%
q	214	4.1%
m	214	4.1%
k	214	4.1%
x	213	4.1%
w	210	4.1%
z	209	4.1%
d	208	4.0%
g	207	4.0%
Other values (16)	3034	58.8%

Uppercase Letter

Value	Count	Frequency (%)
R	211	4.2%
P	210	4.2%
I	208	4.2%
Y	208	4.2%
A	203	4.1%
F	203	4.1%
U	202	4.1%
V	200	4.0%
Z	200	4.0%
Q	199	4.0%
Other values (16)	2931	58.9%

Decimal Number

Value	Count	Frequency (%)
4	291	11.6%
2	284	11.3%
1	277	11.0%
0	264	10.5%
5	260	10.3%
7	252	10.0%
3	252	10.0%
6	234	9.3%
9	225	8.9%
8	176	7.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	10135	80.1%
Common	2515	19.9%

Most frequent character per script

Latin

Value	Count	Frequency (%)
c	221	2.2%
y	216	2.1%
q	214	2.1%
m	214	2.1%
k	214	2.1%
x	213	2.1%
R	211	2.1%
P	210	2.1%
w	210	2.1%
z	209	2.1%
Other values (42)	8003	79.0%

Common

Value	Count	Frequency (%)
4	291	11.6%
2	284	11.3%
1	277	11.0%
0	264	10.5%
5	260	10.3%
7	252	10.0%
3	252	10.0%
6	234	9.3%
9	225	8.9%
8	176	7.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	12650	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
4	291	2.3%
2	284	2.2%
1	277	2.2%
0	264	2.1%
5	260	2.1%
7	252	2.0%
3	252	2.0%
6	234	1.8%
9	225	1.8%
c	221	1.7%
Other values (52)	10090	79.8%

audio_features.time_signature
Categorical

IMBALANCE

Distinct	3
Distinct (%)	0.5%
Missing	1
Missing (%)	0.2%
Memory size	4.6 KiB

4.0	553
3.0	14
5.0	7

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	1722
Distinct characters	5
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	4.0
2nd row	4.0
3rd row	4.0
4th row	4.0
5th row	4.0

Common Values

Value	Count	Frequency (%)
4.0	553	96.2%
3.0	14	2.4%
5.0	7	1.2%
(Missing)	1	0.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
4.0	553	96.3%
3.0	14	2.4%
5.0	7	1.2%

Most occurring characters

Value	Count	Frequency (%)
.	574	33.3%
0	574	33.3%
4	553	32.1%
3	14	0.8%
5	7	0.4%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1148	66.7%
Other Punctuation	574	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	574	50.0%
4	553	48.2%
3	14	1.2%
5	7	0.6%

Other Punctuation

Value	Count	Frequency (%)
.	574	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	1722	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
.	574	33.3%
0	574	33.3%
4	553	32.1%
3	14	0.8%
5	7	0.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1722	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
.	574	33.3%
0	574	33.3%
4	553	32.1%
3	14	0.8%
5	7	0.4%

artist_id
Categorical

CONSTANT

Distinct	1
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	4.6 KiB

06HL4z0CvFAxyc27GX	575

Length

Max length	18
Median length	18
Mean length	18
Min length	18

Characters and Unicode

Total characters	10350
Distinct characters	17
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	06HL4z0CvFAxyc27GX
2nd row	06HL4z0CvFAxyc27GX
3rd row	06HL4z0CvFAxyc27GX
4th row	06HL4z0CvFAxyc27GX
5th row	06HL4z0CvFAxyc27GX

Common Values

Value	Count	Frequency (%)
06HL4z0CvFAxyc27GX	575	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
06hl4z0cvfaxyc27gx	575	100.0%

Most occurring characters

Value	Count	Frequency (%)
0	1150	11.1%
A	575	5.6%
G	575	5.6%
7	575	5.6%
2	575	5.6%
c	575	5.6%
y	575	5.6%
x	575	5.6%
F	575	5.6%
6	575	5.6%
Other values (7)	4025	38.9%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	4025	38.9%
Decimal Number	3450	33.3%
Lowercase Letter	2875	27.8%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
A	575	14.3%
G	575	14.3%
F	575	14.3%
C	575	14.3%
L	575	14.3%
H	575	14.3%
X	575	14.3%

Decimal Number

Value	Count	Frequency (%)
0	1150	33.3%
7	575	16.7%
2	575	16.7%
6	575	16.7%
4	575	16.7%

Lowercase Letter

Value	Count	Frequency (%)
c	575	20.0%
y	575	20.0%
x	575	20.0%
v	575	20.0%
z	575	20.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	6900	66.7%
Common	3450	33.3%

Most frequent character per script

Latin

Value	Count	Frequency (%)
A	575	8.3%
G	575	8.3%
c	575	8.3%
y	575	8.3%
x	575	8.3%
F	575	8.3%
v	575	8.3%
C	575	8.3%
z	575	8.3%
L	575	8.3%
Other values (2)	1150	16.7%

Common

Value	Count	Frequency (%)
0	1150	33.3%
7	575	16.7%
2	575	16.7%
6	575	16.7%
4	575	16.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	10350	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	1150	11.1%
A	575	5.6%
G	575	5.6%
7	575	5.6%
2	575	5.6%
c	575	5.6%
y	575	5.6%
x	575	5.6%
F	575	5.6%
6	575	5.6%
Other values (7)	4025	38.9%

artist_name
Categorical

CONSTANT

Distinct	1
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	4.6 KiB

Taylor Swift	575

Length

Max length	12
Median length	12
Mean length	12
Min length	12

Characters and Unicode

Total characters	6900
Distinct characters	12
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Taylor Swift
2nd row	Taylor Swift
3rd row	Taylor Swift
4th row	Taylor Swift
5th row	Taylor Swift

Common Values

Value	Count	Frequency (%)
Taylor Swift	575	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
taylor	575	50.0%
swift	575	50.0%

Most occurring characters

Value	Count	Frequency (%)
T	575	8.3%
a	575	8.3%
y	575	8.3%
l	575	8.3%
o	575	8.3%
r	575	8.3%
	575	8.3%
S	575	8.3%
w	575	8.3%
i	575	8.3%
Other values (2)	1150	16.7%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	5175	75.0%
Uppercase Letter	1150	16.7%
Space Separator	575	8.3%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
a	575	11.1%
y	575	11.1%
l	575	11.1%
o	575	11.1%
r	575	11.1%
w	575	11.1%
i	575	11.1%
f	575	11.1%
t	575	11.1%

Uppercase Letter

Value	Count	Frequency (%)
T	575	50.0%
S	575	50.0%

Space Separator

Value	Count	Frequency (%)
	575	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	6325	91.7%
Common	575	8.3%

Most frequent character per script

Latin

Value	Count	Frequency (%)
T	575	9.1%
a	575	9.1%
y	575	9.1%
l	575	9.1%
o	575	9.1%
r	575	9.1%
S	575	9.1%
w	575	9.1%
i	575	9.1%
f	575	9.1%

Common

Value	Count	Frequency (%)
	575	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	6900	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
T	575	8.3%
a	575	8.3%
y	575	8.3%
l	575	8.3%
o	575	8.3%
r	575	8.3%
	575	8.3%
S	575	8.3%
w	575	8.3%
i	575	8.3%
Other values (2)	1150	16.7%

artist_popularity
Categorical

CONSTANT

Distinct	1
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	4.6 KiB

120	575

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	1725
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	120
2nd row	120
3rd row	120
4th row	120
5th row	120

Common Values

Value	Count	Frequency (%)
120	575	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
120	575	100.0%

Most occurring characters

Value	Count	Frequency (%)
1	575	33.3%
2	575	33.3%
0	575	33.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1725	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	575	33.3%
2	575	33.3%
0	575	33.3%

Most occurring scripts

Value	Count	Frequency (%)
Common	1725	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	575	33.3%
2	575	33.3%
0	575	33.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1725	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	575	33.3%
2	575	33.3%
0	575	33.3%

album_id
Categorical

Distinct	26
Distinct (%)	4.5%
Missing	0
Missing (%)	0.0%
Memory size	4.6 KiB

1NAmidJlEaVgA3MpcPFYGq	72
1MPAXuTVL2Ej5x0JHiSPq8	46
0PZ7lAru5FDFHuirTkWe9Z	34
6kZ42qRrzov54LcAk4onW9	30
4hDok0OAJd57SGIT8xuWJH	26
Other values (21)	367

Length

Max length	22
Median length	22
Mean length	22
Min length	22

Characters and Unicode

Total characters	12650
Distinct characters	62
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1o59UpKw81iHR0HPiSkJR0
2nd row	1o59UpKw81iHR0HPiSkJR0
3rd row	1o59UpKw81iHR0HPiSkJR0
4th row	1o59UpKw81iHR0HPiSkJR0
5th row	1o59UpKw81iHR0HPiSkJR0

Common Values

Value	Count	Frequency (%)
1NAmidJlEaVgA3MpcPFYGq	72	12.5%
1MPAXuTVL2Ej5x0JHiSPq8	46	8.0%
0PZ7lAru5FDFHuirTkWe9Z	34	5.9%
6kZ42qRrzov54LcAk4onW9	30	5.2%
4hDok0OAJd57SGIT8xuWJH	26	4.5%
1fnJ7k0bllNfL1kVdNVW1A	24	4.2%
6S6JQWzUrJVcJLK4fi74Fw	22	3.8%
1KVKqWeRuXsJDLTW0VuD29	22	3.8%
1o59UpKw81iHR0HPiSkJR0	22	3.8%
5AEDGbliTTfjOB8TSm1sxt	22	3.8%
Other values (16)	255	44.3%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
1namidjleavga3mpcpfygq	72	12.5%
1mpaxutvl2ej5x0jhispq8	46	8.0%
0pz7laru5fdfhuirtkwe9z	34	5.9%
6kz42qrrzov54lcak4onw9	30	5.2%
4hdok0oajd57sgit8xuwjh	26	4.5%
1fnj7k0bllnfl1kvdnvw1a	24	4.2%
6s6jqwzurjvcjlk4fi74fw	22	3.8%
1kvkqweruxsjdltw0vud29	22	3.8%
1o59upkw81ihr0hpiskjr0	22	3.8%
5aedgblittfjob8tsm1sxt	22	3.8%
Other values (16)	255	44.3%

Most occurring characters

Value	Count	Frequency (%)
1	439	3.5%
J	439	3.5%
A	425	3.4%
V	352	2.8%
4	305	2.4%
P	301	2.4%
0	291	2.3%
c	288	2.3%
i	288	2.3%
T	279	2.2%
Other values (52)	9243	73.1%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	5516	43.6%
Lowercase Letter	4632	36.6%
Decimal Number	2502	19.8%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
J	439	8.0%
A	425	7.7%
V	352	6.4%
P	301	5.5%
T	279	5.1%
F	276	5.0%
W	275	5.0%
S	259	4.7%
Z	244	4.4%
G	244	4.4%
Other values (16)	2422	43.9%

Lowercase Letter

Value	Count	Frequency (%)
c	288	6.2%
i	288	6.2%
u	263	5.7%
q	258	5.6%
g	245	5.3%
k	238	5.1%
f	214	4.6%
l	209	4.5%
o	191	4.1%
d	191	4.1%
Other values (16)	2247	48.5%

Decimal Number

Value	Count	Frequency (%)
1	439	17.5%
4	305	12.2%
0	291	11.6%
2	269	10.8%
5	241	9.6%
6	223	8.9%
9	194	7.8%
7	189	7.6%
8	180	7.2%
3	171	6.8%

Most occurring scripts

Value	Count	Frequency (%)
Latin	10148	80.2%
Common	2502	19.8%

Most frequent character per script

Latin

Value	Count	Frequency (%)
J	439	4.3%
A	425	4.2%
V	352	3.5%
P	301	3.0%
c	288	2.8%
i	288	2.8%
T	279	2.7%
F	276	2.7%
W	275	2.7%
u	263	2.6%
Other values (42)	6962	68.6%

Common

Value	Count	Frequency (%)
1	439	17.5%
4	305	12.2%
0	291	11.6%
2	269	10.8%
5	241	9.6%
6	223	8.9%
9	194	7.8%
7	189	7.6%
8	180	7.2%
3	171	6.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	12650	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	439	3.5%
J	439	3.5%
A	425	3.4%
V	352	2.8%
4	305	2.4%
P	301	2.4%
0	291	2.3%
c	288	2.3%
i	288	2.3%
T	279	2.2%
Other values (52)	9243	73.1%

album_name
Categorical

MISSING

Distinct	24
Distinct (%)	4.7%
Missing	62
Missing (%)	10.8%
Memory size	4.6 KiB

Lover	72
folklore: the long pond studio sessions (from the Disney+ special) [deluxe edition]	34
Red (Taylor's Version)	30
Fearless (Taylor's Version)	26
Midnights (The Til Dawn Edition)	24
Other values (19)	327

Length

Max length	83
Median length	26
Mean length	23.173489
Min length	4

Characters and Unicode

Total characters	11888
Distinct characters	49
Distinct categories	8 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1989 (Taylor's Version) [Deluxe]
2nd row	1989 (Taylor's Version) [Deluxe]
3rd row	1989 (Taylor's Version) [Deluxe]
4th row	1989 (Taylor's Version) [Deluxe]
5th row	1989 (Taylor's Version) [Deluxe]

Common Values

Value	Count	Frequency (%)
Lover	72	12.5%
folklore: the long pond studio sessions (from the Disney+ special) [deluxe edition]	34	5.9%
Red (Taylor's Version)	30	5.2%
Fearless (Taylor's Version)	26	4.5%
Midnights (The Til Dawn Edition)	24	4.2%
1989 (Taylor's Version) [Deluxe]	22	3.8%
Speak Now (Taylor's Version)	22	3.8%
Red (Deluxe Edition)	22	3.8%
Speak Now (Deluxe Package)	22	3.8%
1989 (Taylor's Version)	21	3.7%
Other values (14)	218	37.9%
(Missing)	62	10.8%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
version	171	10.4%
deluxe	153	9.3%
taylor's	121	7.4%
edition	119	7.2%
the	92	5.6%
1989	75	4.6%
lover	72	4.4%
folklore	67	4.1%
fearless	61	3.7%
now	58	3.5%
Other values (25)	656	39.9%

Most occurring characters

Value	Count	Frequency (%)
e	1258	10.6%
	1132	9.5%
o	932	7.8%
i	765	6.4%
s	709	6.0%
r	661	5.6%
l	627	5.3%
n	606	5.1%
a	460	3.9%
t	384	3.2%
Other values (39)	4354	36.6%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	8422	70.8%
Space Separator	1132	9.5%
Uppercase Letter	1019	8.6%
Close Punctuation	387	3.3%
Open Punctuation	387	3.3%
Decimal Number	352	3.0%
Other Punctuation	155	1.3%
Math Symbol	34	0.3%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	1258	14.9%
o	932	11.1%
i	765	9.1%
s	709	8.4%
r	661	7.8%
l	627	7.4%
n	606	7.2%
a	460	5.5%
t	384	4.6%
d	372	4.4%
Other values (12)	1648	19.6%

Uppercase Letter

Value	Count	Frequency (%)
T	184	18.1%
D	143	14.0%
V	137	13.4%
E	85	8.3%
S	81	7.9%
L	80	7.9%
F	69	6.8%
N	58	5.7%
M	57	5.6%
R	52	5.1%
Other values (3)	73	7.2%

Decimal Number

Value	Count	Frequency (%)
9	150	42.6%
8	83	23.6%
1	75	21.3%
3	20	5.7%
0	16	4.5%
2	8	2.3%

Close Punctuation

Value	Count	Frequency (%)
)	331	85.5%
]	56	14.5%

Open Punctuation

Value	Count	Frequency (%)
(	331	85.5%
[	56	14.5%

Other Punctuation

Value	Count	Frequency (%)
'	121	78.1%
:	34	21.9%

Space Separator

Value	Count	Frequency (%)
	1132	100.0%

Math Symbol

Value	Count	Frequency (%)
+	34	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	9441	79.4%
Common	2447	20.6%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	1258	13.3%
o	932	9.9%
i	765	8.1%
s	709	7.5%
r	661	7.0%
l	627	6.6%
n	606	6.4%
a	460	4.9%
t	384	4.1%
d	372	3.9%
Other values (25)	2667	28.2%

Common

Value	Count	Frequency (%)
	1132	46.3%
)	331	13.5%
(	331	13.5%
9	150	6.1%
'	121	4.9%
8	83	3.4%
1	75	3.1%
]	56	2.3%
[	56	2.3%
+	34	1.4%
Other values (4)	78	3.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	11888	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	1258	10.6%
	1132	9.5%
o	932	7.8%
i	765	6.4%
s	709	6.0%
r	661	5.6%
l	627	5.3%
n	606	5.1%
a	460	3.9%
t	384	3.2%
Other values (39)	4354	36.6%

album_release_date
Categorical

Distinct	23
Distinct (%)	4.0%
Missing	0
Missing (%)	0.0%
Memory size	4.6 KiB

2019-08-23	72
2017-11-09	46
2008-11-11	35
2020-11-25	34
2014-01-01	32
Other values (18)	356

Length

Max length	10
Median length	10
Mean length	10
Min length	10

Characters and Unicode

Total characters	5750
Distinct characters	11
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2023-10-27
2nd row	2023-10-27
3rd row	2023-10-27
4th row	2023-10-27
5th row	2023-10-27

Common Values

Value	Count	Frequency (%)
2019-08-23	72	12.5%
2017-11-09	46	8.0%
2008-11-11	35	6.1%
2020-11-25	34	5.9%
2014-01-01	32	5.6%
2021-11-12	30	5.2%
2010-10-25	30	5.2%
2021-04-09	26	4.5%
2027-05-26	24	4.2%
2012-10-22	22	3.8%
Other values (13)	224	39.0%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
2019-08-23	72	12.5%
2017-11-09	46	8.0%
2008-11-11	35	6.1%
2020-11-25	34	5.9%
2014-01-01	32	5.6%
2021-11-12	30	5.2%
2010-10-25	30	5.2%
2021-04-09	26	4.5%
2027-05-26	24	4.2%
2023-10-27	22	3.8%
Other values (13)	224	39.0%

Most occurring characters

Value	Count	Frequency (%)
0	1317	22.9%
2	1276	22.2%
-	1150	20.0%
1	1109	19.3%
7	185	3.2%
9	174	3.0%
8	172	3.0%
3	137	2.4%
4	89	1.5%
5	88	1.5%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	4600	80.0%
Dash Punctuation	1150	20.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	1317	28.6%
2	1276	27.7%
1	1109	24.1%
7	185	4.0%
9	174	3.8%
8	172	3.7%
3	137	3.0%
4	89	1.9%
5	88	1.9%
6	53	1.2%

Dash Punctuation

Value	Count	Frequency (%)
-	1150	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	5750	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	1317	22.9%
2	1276	22.2%
-	1150	20.0%
1	1109	19.3%
7	185	3.2%
9	174	3.0%
8	172	3.0%
3	137	2.4%
4	89	1.5%
5	88	1.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	5750	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	1317	22.9%
2	1276	22.2%
-	1150	20.0%
1	1109	19.3%
7	185	3.2%
9	174	3.0%
8	172	3.0%
3	137	2.4%
4	89	1.5%
5	88	1.5%

album_total_tracks
Categorical

Distinct	17
Distinct (%)	3.0%
Missing	0
Missing (%)	0.0%
Memory size	4.6 KiB

22	88
18	72
34	64
16	48
46	46
Other values (12)	257

Length

Max length	8
Median length	2
Mean length	2.1426087
Min length	1

Characters and Unicode

Total characters	1232
Distinct characters	17
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	22
2nd row	22
3rd row	22
4th row	22
5th row	22

Common Values

Value	Count	Frequency (%)
22	88	15.3%
18	72	12.5%
34	64	11.1%
16	48	8.3%
46	46	8.0%
19	38	6.6%
17	34	5.9%
26	26	4.5%
13	26	4.5%
24	24	4.2%
Other values (7)	109	19.0%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
22	88	15.3%
18	72	12.5%
34	64	11.1%
16	48	8.3%
46	46	8.0%
19	38	6.6%
17	34	5.9%
13	26	4.5%
26	26	4.5%
24	24	4.2%
Other values (7)	109	19.0%

Most occurring characters

Value	Count	Frequency (%)
1	284	23.1%
2	267	21.7%
4	148	12.0%
6	120	9.7%
3	90	7.3%
8	80	6.5%
9	38	3.1%
0	35	2.8%
7	34	2.8%
e	30	2.4%
Other values (7)	106	8.6%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1112	90.3%
Lowercase Letter	105	8.5%
Uppercase Letter	15	1.2%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	284	25.5%
2	267	24.0%
4	148	13.3%
6	120	10.8%
3	90	8.1%
8	80	7.2%
9	38	3.4%
0	35	3.1%
7	34	3.1%
5	16	1.4%

Lowercase Letter

Value	Count	Frequency (%)
e	30	28.6%
h	15	14.3%
i	15	14.3%
r	15	14.3%
t	15	14.3%
n	15	14.3%

Uppercase Letter

Value	Count	Frequency (%)
T	15	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	1112	90.3%
Latin	120	9.7%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	284	25.5%
2	267	24.0%
4	148	13.3%
6	120	10.8%
3	90	8.1%
8	80	7.2%
9	38	3.4%
0	35	3.1%
7	34	3.1%
5	16	1.4%

Latin

Value	Count	Frequency (%)
e	30	25.0%
T	15	12.5%
h	15	12.5%
i	15	12.5%
r	15	12.5%
t	15	12.5%
n	15	12.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1232	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	284	23.1%
2	267	21.7%
4	148	12.0%
6	120	9.7%
3	90	7.3%
8	80	6.5%
9	38	3.1%
0	35	2.8%
7	34	2.8%
e	30	2.4%
Other values (7)	106	8.6%

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	disc_number	duration_ms	explicit	track_number	track_popularity	track_id	track_name	audio_features.danceability	audio_features.energy	audio_features.key	audio_features.loudness	audio_features.mode	audio_features.speechiness	audio_features.acousticness	audio_features.instrumentalness	audio_features.liveness	audio_features.valence	audio_features.tempo	audio_features.id	audio_features.time_signature	artist_id	artist_name	artist_popularity	album_id	album_name	album_release_date	album_total_tracks
0	1	212600	False	1	77	4WUepByoeqcedHoYhSNHRt	Welcome To New York (Taylor's Version)	0.757	0.610	7.0	-4.840	1	0.0327	0.009420	3.66e-05	0.3670	0.685	116.998	4WUepByoeqcedHoYhSNHRt	4.0	06HL4z0CvFAxyc27GX	Taylor Swift	120	1o59UpKw81iHR0HPiSkJR0	1989 (Taylor's Version) [Deluxe]	2023-10-27	22
1	1	231833	False	2	78	0108kcWLnn2HlH2kedi1gn	Blank Space (Taylor's Version)	0.733	0.733	0.0	-5.376	1	0.0670	5.000000	0	0.1680	0.701	96.057	0108kcWLnn2HlH2kedi1gn	4.0	06HL4z0CvFAxyc27GX	Taylor Swift	120	1o59UpKw81iHR0HPiSkJR0	1989 (Taylor's Version) [Deluxe]	2023-10-27	22
2	1	231000	False	3	79	3Vpk1hfMAQme8VJ0SNRSkd	Style (Taylor's Version)	0.511	0.822	11.0	-4.785	0	0.0397	0.000421	0.0197	0.0899	0.305	94.868	3Vpk1hfMAQme8VJ0SNRSkd	4.0	06HL4z0CvFAxyc27GX	Taylor Swift	120	1o59UpKw81iHR0HPiSkJR0	1989 (Taylor's Version) [Deluxe]	2023-10-27	22
3	1	235800	False	4	78	1OcSfkeCg9hRC2sFKB4IMJ	Out Of The Woods (Taylor's Version)	0.545	0.885	0.0	-5.968	1	0.0447	-0.000537	5.59e-05	0.3850	0.206	92.021	1OcSfkeCg9hRC2sFKB4IMJ	4.0	06HL4z0CvFAxyc27GX	Taylor Swift	120	1o59UpKw81iHR0HPiSkJR0	1989 (Taylor's Version) [Deluxe]	2023-10-27	22
4	1	193289	False	5	77	2k0ZEeAqzvYMcx9Qt5aClQ	All You Had To Do Was Stay (Taylor's Version)	0.588	0.721	0.0	-5.579	1	0.0317	0.000656	0	0.1310	0.520	96.997	2k0ZEeAqzvYMcx9Qt5aClQ	4.0	06HL4z0CvFAxyc27GX	Taylor Swift	120	1o59UpKw81iHR0HPiSkJR0	1989 (Taylor's Version) [Deluxe]	2023-10-27	22
5	1	219209	False	6	76	50yNTF0Od55qnHLxYsA5Pw	Shake It Off (Taylor's Version)	0.636	0.808	7.0	-5.693	1	0.0729	0.012100	2.18e-05	0.3590	0.917	160.058	50yNTF0Od55qnHLxYsA5Pw	4.0	06HL4z0CvFAxyc27GX	Taylor Swift	120	1o59UpKw81iHR0HPiSkJR0	1989 (Taylor's Version) [Deluxe]	2023-10-27	22
6	1	207650	False	7	76	3FxJDucHWdw6caWTKO5b23	I Wish You Would (Taylor's Version)	0.670	0.858	0.0	-6.528	1	0.0439	-0.003540	1.25e-05	0.0687	0.539	118.009	3FxJDucHWdw6caWTKO5b23	4.0	06HL4z0CvFAxyc27GX	Taylor Swift	120	1o59UpKw81iHR0HPiSkJR0	1989 (Taylor's Version) [Deluxe]	2023-10-27	22
7	1	211103	False	8	75	7oZONwFiFIErZcXAtTu7FY	Bad Blood (Taylor's Version)	0.618	0.683	7.0	-6.438	1	0.1940	0.036200	0	0.3050	0.363	169.971	7oZONwFiFIErZcXAtTu7FY	4.0	06HL4z0CvFAxyc27GX	Taylor Swift	120	1o59UpKw81iHR0HPiSkJR0	1989 (Taylor's Version) [Deluxe]	2023-10-27	22
8	1	220433	False	9	76	27exgla7YBw9DUNNcTIpjy	Wildest Dreams (Taylor's Version)	0.589	0.674	8.0	-7.480	1	0.0656	0.043600	7.18e-05	0.1120	0.514	139.985	27exgla7YBw9DUNNcTIpjy	4.0	06HL4z0CvFAxyc27GX	Taylor Swift	120	1o59UpKw81iHR0HPiSkJR0	1989 (Taylor's Version) [Deluxe]	2023-10-27	22
9	1	247533	False	10	76	733OhaXQIHY7BKtY3vnSkn	How You Get The Girl (Taylor's Version)	0.758	0.691	5.0	-5.798	1	0.0515	0.001960	1.09e-05	0.0939	0.538	119.997	733OhaXQIHY7BKtY3vnSkn	4.0	06HL4z0CvFAxyc27GX	Taylor Swift	120	1o59UpKw81iHR0HPiSkJR0	1989 (Taylor's Version) [Deluxe]	2023-10-27	22

	disc_number	duration_ms	explicit	track_number	track_popularity	track_id	track_name	audio_features.danceability	audio_features.energy	audio_features.key	audio_features.loudness	audio_features.mode	audio_features.speechiness	audio_features.acousticness	audio_features.instrumentalness	audio_features.liveness	audio_features.valence	audio_features.tempo	audio_features.id	audio_features.time_signature	artist_id	artist_name	artist_popularity	album_id	album_name	album_release_date	album_total_tracks
565	1	207106	False	6	59	5Tj2MqcFMf60CaGsKbM1aq	The Outside	0.589	0.805	5.0	-4.055	1	0.0293	0.00491	0	0.2400	0.591	112.982	5Tj2MqcFMf60CaGsKbM1aq	4.0	06HL4z0CvFAxyc27GX	Taylor Swift	120	5eyZZoQEFQWRHkV2xgAeBw	Taylor Swift	1989-10-24	Thirteen
566	1	248106	False	7	58	2zzxwmoOBnXDT0KnJsoIWk	Tied Together with a Smile	0.479	0.578	2.0	-4.963	1	0.0294	0.52500	0	0.0841	0.192	146.165	2zzxwmoOBnXDT0KnJsoIWk	4.0	06HL4z0CvFAxyc27GX	Taylor Swift	120	5eyZZoQEFQWRHkV2xgAeBw	Taylor Swift	1989-10-24	Thirteen
567	1	236053	False	8	58	41sjzdjScVwnxnxADElts6	Stay Beautiful	0.594	0.629	8.0	-4.919	1	0.0246	0.08680	0	0.1370	0.504	131.597	41sjzdjScVwnxnxADElts6	4.0	06HL4z0CvFAxyc27GX	Taylor Swift	120	5eyZZoQEFQWRHkV2xgAeBw	Taylor Swift	1989-10-24	Thirteen
568	1	242200	False	9	65	6CdaXOq1MWe2JHDalTG01d	Should've Said No	0.476	0.777	4.0	-3.771	0	0.0289	0.01030	0	0.1960	0.472	167.964	6CdaXOq1MWe2JHDalTG01d	4.0	06HL4z0CvFAxyc27GX	Taylor Swift	120	5eyZZoQEFQWRHkV2xgAeBw	Taylor Swift	1989-10-24	Thirteen
569	1	213080	False	10	60	2O8sogKJCfVZ4rotBv1vVF	Mary's Song (Oh My My My)	0.403	0.627	2.0	-5.280	1	0.0292	0.01770	0	0.1820	0.374	74.900	2O8sogKJCfVZ4rotBv1vVF	4.0	06HL4z0CvFAxyc27GX	Taylor Swift	120	5eyZZoQEFQWRHkV2xgAeBw	Taylor Swift	1989-10-24	Thirteen
570	1	201106	False	11	70	1j6gmK6u4WNI33lMZ8dC1s	Our Song	0.668	0.672	2.0	-4.931	1	0.0303	0.11100	0	0.3290	0.539	89.011	1j6gmK6u4WNI33lMZ8dC1s	4.0	06HL4z0CvFAxyc27GX	Taylor Swift	120	5eyZZoQEFQWRHkV2xgAeBw	Taylor Swift	1989-10-24	Thirteen
571	1	213053	False	12	60	7CzxXgQXurKZCyHz9ufbo1	I'm Only Me When I'm With You	0.563	0.934	8.0	-3.629	1	0.0646	2.00000	0.000807	0.1030	0.518	143.964	7CzxXgQXurKZCyHz9ufbo1	4.0	06HL4z0CvFAxyc27GX	Taylor Swift	120	5eyZZoQEFQWRHkV2xgAeBw	Taylor Swift	1989-10-24	Thirteen
572	1	203226	False	13	58	1k3PzDNjg38cWqOvL4M9vq	Invisible	0.612	0.394	7.0	-5.723	1	0.0243	0.63700	0	0.1470	0.233	96.001	1k3PzDNjg38cWqOvL4M9vq	4.0	06HL4z0CvFAxyc27GX	Taylor Swift	120	5eyZZoQEFQWRHkV2xgAeBw	Taylor Swift	1989-10-24	Thirteen
573	1	220146	False	14	58	0YgHuReCSPwTXYny7isLja	A Perfectly Good Heart	0.483	0.751	4.0	-5.726	1	0.0365	0.00349	0	0.1280	0.268	156.092	0YgHuReCSPwTXYny7isLja	4.0	06HL4z0CvFAxyc27GX	Taylor Swift	120	5eyZZoQEFQWRHkV2xgAeBw	Taylor Swift	1989-10-24	Thirteen
574	1	179066	False	15	58	1hxLyjC9D9Jpw6EAPKqWv4	Teardrops on My Guitar - Pop Version	0.459	0.753	10.0	-3.827	1	0.0537	0.04020	0	0.0863	0.483	199.997	1hxLyjC9D9Jpw6EAPKqWv4	4.0	06HL4z0CvFAxyc27GX	Taylor Swift	120	5eyZZoQEFQWRHkV2xgAeBw	Taylor Swift	1989-10-24	Thirteen

Most frequently occurring

	disc_number	duration_ms	explicit	track_number	track_popularity	track_id	track_name	audio_features.danceability	audio_features.energy	audio_features.key	audio_features.loudness	audio_features.mode	audio_features.speechiness	audio_features.acousticness	audio_features.instrumentalness	audio_features.liveness	audio_features.valence	audio_features.tempo	audio_features.id	audio_features.time_signature	artist_id	artist_name	artist_popularity	album_id	album_name	album_release_date	album_total_tracks	# duplicates
0	1	150440	False	17	72	1SmiQ65iSAbPto6gPFlBYm	It’s Nice To Have A Friend	0.737	0.175	10.0	-9.912	1	0.0401	0.97100	0.000337	0.1710	0.545	70.008	1SmiQ65iSAbPto6gPFlBYm	4.0	06HL4z0CvFAxyc27GX	Taylor Swift	120	1NAmidJlEaVgA3MpcPFYGq	Lover	2019-08-23	18	4
1	1	170640	False	1	77	43rA71bccXFGD4C8GOpIlN	I Forgot That You Existed	0.664	0.316	5.0	-10.345	1	0.5190	0.29800	2.03e-06	0.0812	0.541	92.875	43rA71bccXFGD4C8GOpIlN	4.0	06HL4z0CvFAxyc27GX	Taylor Swift	120	1NAmidJlEaVgA3MpcPFYGq	Lover	2019-08-23	18	4
2	1	171360	False	14	84	6RRNNciQGZEXnqk8SQ9yv5	You Need To Calm Down	0.771	0.671	2.0	-5.617	1	0.0553	0.00929	0	0.0637	0.714	85.026	6RRNNciQGZEXnqk8SQ9yv5	4.0	06HL4z0CvFAxyc27GX	Taylor Swift	120	1NAmidJlEaVgA3MpcPFYGq	Lover	2019-08-23	18	4
3	1	173386	False	6	78	2YWtcWi3a83pdEg3Gif4Pd	I Think He Knows	0.897	0.366	0.0	-8.029	1	0.0569	0.00889	0.000353	0.0715	0.416	100.003	2YWtcWi3a83pdEg3Gif4Pd	4.0	06HL4z0CvFAxyc27GX	Taylor Swift	120	1NAmidJlEaVgA3MpcPFYGq	Lover	2019-08-23	18	4
6	1	190240	False	11	80	1LLXZFeAHK9R4xUramtUKw	London Boy	0.695	0.710	1.0	-6.639	1	0.0500	0.02460	0.000104	0.1330	0.557	157.925	1LLXZFeAHK9R4xUramtUKw	4.0	06HL4z0CvFAxyc27GX	Taylor Swift	120	1NAmidJlEaVgA3MpcPFYGq	Lover	2019-08-23	18	4
7	1	190360	False	4	86	3RauEVgRgj1IuWdJ9fDs70	The Man	0.777	0.658	0.0	-5.191	1	0.0540	0.07670	0	0.0901	0.633	110.048	3RauEVgRgj1IuWdJ9fDs70	4.0	06HL4z0CvFAxyc27GX	Taylor Swift	120	1NAmidJlEaVgA3MpcPFYGq	Lover	2019-08-23	18	4
8	1	193000	False	16	80	2Rk4JlNc2TPmZe2af99d45	ME! (feat. Brendon Urie of Panic! At The Disco)	0.610	0.830	0.0	-4.105	1	0.0571	0.03300	0	0.1180	0.728	182.162	2Rk4JlNc2TPmZe2af99d45	4.0	06HL4z0CvFAxyc27GX	Taylor Swift	120	1NAmidJlEaVgA3MpcPFYGq	Lover	2019-08-23	18	4
9	1	198533	False	10	79	2dgFqt3w9xIQRjhPtwNk3D	Death By A Thousand Cuts	0.712	0.732	4.0	-6.754	1	0.0629	0.45400	0	0.3190	0.313	94.071	2dgFqt3w9xIQRjhPtwNk3D	4.0	06HL4z0CvFAxyc27GX	Taylor Swift	120	1NAmidJlEaVgA3MpcPFYGq	Lover	2019-08-23	18	4
10	1	200306	False	13	78	5hQSXkFgbxjZo9uCwd11so	False God	0.739	0.320	11.0	-10.862	0	0.2390	0.73600	0.000147	0.1110	0.351	79.970	5hQSXkFgbxjZo9uCwd11so	4.0	06HL4z0CvFAxyc27GX	Taylor Swift	120	1NAmidJlEaVgA3MpcPFYGq	Lover	2019-08-23	18	4
11	1	201586	False	12	72	4AYtqFyFbX0Xkc2wtcygTr	Soon You’ll Get Better (feat. The Chicks)	0.433	0.182	0.0	-12.566	1	0.0641	0.90700	0	0.1230	0.421	207.476	4AYtqFyFbX0Xkc2wtcygTr	4.0	06HL4z0CvFAxyc27GX	Taylor Swift	120	1NAmidJlEaVgA3MpcPFYGq	Lover	2019-08-23	18	4

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Decimal Number

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Other Punctuation

Decimal Number

Space Separator

Close Punctuation

Open Punctuation

Dash Punctuation

Final Punctuation

Initial Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Punctuation

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number